← Risk register SOC 13-1199 · reviewed 2026-08-11

Business Operations Specialists, All Other

1,087,090 US workers · median $83,050/yr · Business

EXPOSED

This is a catch-all bucket — program coordinators, process improvement analysts, vendor and contract administrators, business continuity and compliance support staff — and the modal worker spends most of the day in spreadsheets, decks, trackers, dashboards, and status write-ups, which is exactly what current models do at usable quality. What survives is not the artifact but the cross-functional wrangling: getting a reluctant department to actually change a process, deciding which of three bad tradeoffs to escalate, and owning the outcome when a rollout stalls. No license, no signature requirement, so there is no regulatory floor under the role — the protection is purely organizational trust and accountability.

10-year outlook: Reporting-and-coordination headcount in this bucket shrinks meaningfully over ten years while a smaller tier of program owners and negotiators who carry accountability grows more valuable.

Score — 34/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 9 + 4 + 2 + 8 + 11 = 34.

Task resistance 9/20

Mixed — a routine tier and a judgment tier. Building the weekly KPI rollup, reconciling vendor invoices against PO lines, drafting the SOP after the process change, and turning meeting notes into a RAID log are all now generated at first-draft quality; what holds the score at 9 rather than 4 is the standing-in-a-doorway work — chasing the finance lead who missed the data cutoff, renegotiating a scope line with a supplier who is already behind, and sequencing a rollout across three teams with conflicting calendars.

Embodiment 4/20

Fully desk- and screen-based. Occasional site walkthroughs for a process mapping exercise or a physical inventory count keep this off zero, but the desk, the laptop, and the conference room are the whole workplace, and nothing you touch has a torque spec.

Liability shield 2/20

No licence, no signature requirement. There is no licence to hold — PMP, Lean Six Sigma, or CBAP are resume signals, not statutory gatekeepers — and when a contract term or a compliance filing goes wrong the signature on it belongs to a procurement officer, controller, or general counsel, not to you.

Trust premium 8/20

Some relationship component. You accumulate real institutional capital — knowing which director actually approves things versus who is cc'd, and which system of record is quietly wrong — but that is knowledge about the organization rather than a client relationship, and it transfers to your successor within a quarter or two of handover.

Judgment & accountability 11/20

Meaningful discretion. You decide what gets escalated, which of three imperfect vendor options to recommend, and whether a milestone is genuinely at risk or just late-looking, but the go/no-go, the spend authority, and the headcount consequences sit one or two levels above you, which is what caps this at 11 rather than putting it in the ownership band.

Scored twice. An independent second run returned 34/100 — EXPOSED, agreeing with the verdict above.

This score sits on a verdict boundary. At 34/100 it is one point from COOKED. Re-scoring moves results by a point or two, so here the score is more informative than the label.

Confidence: medium · reviewed 2026-08-11 · how scoring works

Tasks already automatable

What survives

Active moats: judgment, trust

How to future-proof this job

Escape hatches — adjacent fields with better verdicts

Computed from U.S. Dept. of Labor O*NET skill profiles: high overlap with what you already do, materially higher resistance score.

Chief Executives SAFE · 69/100 · you already have ~80% of the skill profile

Skills to close: Management of Financial Resources, Management of Personnel Resources, Social Perceptiveness, Management of Material Resources

Emergency Management Directors EXPOSED · 59/100 · you already have ~74% of the skill profile

Skills to close: Service Orientation, Learning Strategies, Instructing, Social Perceptiveness

Producers and Directors EXPOSED · 55/100 · you already have ~72% of the skill profile

Skills to close: Operation and Control, Time Management, Social Perceptiveness, Management of Personnel Resources

Field report — do you do this job?

Has AI actually changed your work?

Self-reported and unverified — a sentiment signal, not a survey. One response per person per occupation; you can change your answer.

From people who do this job

Nobody has filed one yet. If you do this work, you know things the rubric can't see.

What has actually changed in your work?

Concrete beats general: a tool that arrived, a task that moved, a headcount decision you watched happen. Don't include anything that identifies you or your employer if that would put you at risk.